Frontend engineering, HealthTech workflows, AI quality, and practical automation.
I am a frontend-focused software engineer working at the intersection of software engineering, healthcare operations, AI quality, and workflow automation.
With more than eight years of healthcare revenue-cycle and administrative experience, I bring practical domain knowledge into the products I build. I understand the workflows behind claims, denials, eligibility, authorizations, medical billing, payer rules, AR aging, and HIPAA-aware data handling, not just the interfaces surrounding them.
Today, I design and build responsive web applications, healthcare dashboards, automation tools, AI review workflows, client websites, and implementation-ready prototypes.
My work combines:
- Clean, responsive frontend development
- Healthcare and revenue-cycle workflow knowledge
- Structured and unstructured data validation
- Human-in-the-loop AI quality review
- Accessibility and mobile-first design
- Workflow automation and API integration
- Technical documentation and stakeholder communication
| Organization and Role | Current Focus |
|---|---|
| Accountability & Hopeful Fridays Forward-Deployed Engineer and Software Architect Consultant |
Platform planning, responsive implementation, technical guidance, forms, donation workflows, and member-portal strategy |
| Caprizo Consulting Founding Software Engineer and Frontend Architect |
Client websites, frontend systems, workflow automation, documentation, and reusable delivery standards |
| LinkedIn AOR/FMS via GreenLight AI Trainer and LLM Quality Evaluator |
Rubric-based evaluation, factual review, reasoning quality, clarity, helpfulness, and instruction adherence |
| Focus Area | What I Build |
|---|---|
| ๐จ Frontend Engineering | Responsive interfaces, dashboards, forms, component systems, accessible experiences, and mobile-first layouts |
| ๐ฅ Healthcare Software | RCM analytics, eligibility, authorizations, claims, denial prevention, medical coding, and administrative workflows |
| ๐ค AI Quality | Rubric-based evaluation, human-in-the-loop review, edge-case analysis, structured data validation, and workflow auditability |
| โ๏ธ Automation | Voice-to-task workflows, API integrations, Google Apps Script, structured data pipelines, and process improvements |
| ๐งฉ Technical Solutions | Translating stakeholder needs into usable screens, workflows, documentation, and deployable software |
An enterprise-style healthcare revenue-cycle simulation combining eligibility verification, AI-assisted clinical coding, payer-call workflows, claims tracking, and denial analytics.
A revenue-cycle analytics dashboard for monitoring financial KPIs, payer performance, denial trends, AR aging, and operational priorities.
A React and Tailwind CSS portfolio that organizes engineering work across healthcare, AI quality, workflow automation, and full-stack development.
๐ Lumina Family OS
A privacy-first family operating system combining calendars, routines, chores, meal planning, shopping, wellness, sleep mode, and a reward bank.
๐ฆ Dashcam Viewer
A fully offline dashcam player with dual-camera playback, calendar-based browsing, and browser-based local storage.
View more GitHub projects
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๐ง Pantry Pal
Offline pantry inventory, recipe recommendations, and automated shopping lists -
๐ก Family Hub
Local-first routines, chores, calendars, meals, lists, and family organization -
๐ Climate Intelligence Hub
Air-quality, COโ, climate trends, news APIs, and interactive charts -
๐ฅ Medical Practice Dashboard
Responsive patient, appointment, billing, operations, and analytics simulation
Some of my strongest work is presented as interactive demos, workflow case studies, and engineering documentation rather than traditional repositories.
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MediTab
Healthcare coordination, role-based workflows, RCM analytics, authorizations, audit logs, and compliance monitoring -
AnnotateOps
Human-in-the-loop healthcare annotation, consensus logic, PHI redaction, drift detection, and data contracts -
MedCodePro
ICD-11, HCPCS, and CPT-style search, superbill creation, eligibility, cost estimation, and denial-risk review -
Voice2Asana
Audio and transcript input converted into reviewed tasks, subtasks, API output, and reusable Asana identifiers -
Weather Outfit Advisor
Multi-agent orchestration using specialized weather, stylist, activity, coaching, and safety agents -
Client and Nonprofit Websites
Responsive websites built for professionals, consulting organizations, and community programs
Explore full case studies, screenshots, engineering notes, client work, and live demos at code.tabitha.dev.
I write about the reasoning behind my projects, including workflow design, technical tradeoffs, system architecture, healthcare operations, and AI quality.
- ๐ The Strategy Behind the Engineering Hub
- ๐ What Denial Management Taught Me About Dashboards
- ๐ค Why AI Quality Is Workflow Design
- ๐ฅ AI Quality Workflow for Healthcare Data
- ๐งฉ Engineering Case Studies Hub Notes
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Start with the workflow
Understand the user, operational context, constraints, and desired outcome -
Translate complexity into clear interfaces
Organize information so users can act quickly and confidently -
Build for real use
Prioritize responsiveness, accessibility, maintainability, and practical implementation -
Validate the details
Test edge cases, data quality, permissions, failure states, and workflow handoffs -
Document decisions
Create implementation guidance, QA notes, architecture explanations, and stakeholder-ready handoffs
Education and credentials
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Master of Science in Information Technology
University of the People
GPA: 3.97 -
Bachelor of Science in Computer Science
University of the People
GPA: 3.59
- AI Python Nanodegree, Udacity
- PMI Certified Professional in Managing AI
- AI Agents Intensive, Kaggle and Google
- HIPAA Compliance Training
- Building responsive, accessible frontend products
- Designing practical healthcare and RCM workflows
- Improving human-in-the-loop AI quality systems
- Creating automation that turns unstructured information into usable actions
- Connecting stakeholder requirements to deployable technical solutions
- Writing clear engineering documentation and case studies
Frontend Engineering ยท Healthcare Software ยท Technical Solutions ยท Forward-Deployed Engineering ยท AI Workflow and Evaluation ยท Healthcare Data and RCM
I am open to conversations about:
- Frontend and HealthTech roles
- Forward-deployed and technical solutions opportunities
- Healthcare workflow, RCM, and dashboard projects
- AI quality, evaluation, and human-in-the-loop workflows
- Workflow automation and API integrations
- Nonprofit, community, and mission-driven technology projects
- Open-source and professional collaboration
Whether you are hiring, exploring a project, or interested in collaborating, you can schedule a short introductory conversation below.
Prefer email? tabitha-dev@outlook.com